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Transformer模型在智慧农业中的应用现状与展望

彭子昂

农业装备与车辆工程2026,Vol.64Issue(3):135-140,6.
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农业装备与车辆工程2026,Vol.64Issue(3):135-140,6.DOI:10.3969/j.issn.1673-3142.2026.03.023

Transformer模型在智慧农业中的应用现状与展望

Application status and prospects of Transformer models in smart agriculture

彭子昂1

作者信息

  • 1. 湖南农业大学 信息与智能科学技术学院,湖南 长沙 410128
  • 折叠

摘要

Abstract

Smart agriculture is regarded as a core direction of modern agriculture.Significant advantages are demonstrated by the Transformer model,through its self-attention mechanism,in capturing long-sequence dependencies and integrating multi-source data,offering a new pathway for the intelligent upgrading of agriculture.An analysis was presented of the model's application in scenarios such as crop growth monitoring,disaster early warning,and production management.Challenges including high model complexity,insufficient data adaptability,and weak interpretability were highlighted.Future development trends such as lightweight design,few-shot learning,and multi-technology collaboration were also outlined,with the aim of providing references for the large-scale application of the technology.

关键词

Transformer模型/智慧农业/作物监测/灾害预警/生产管理

Key words

Transformer model/smart agriculture/crop monitoring/disaster early warning/production management

分类

农业科技

引用本文复制引用

彭子昂..Transformer模型在智慧农业中的应用现状与展望[J].农业装备与车辆工程,2026,64(3):135-140,6.

农业装备与车辆工程

1673-3142

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